{"id":"W4385881404","doi":"10.5920/liveswork12.13","title":"Rachel Terry: still becoming a teacher educator","year":2023,"lang":"en","type":"book-chapter","venue":"University of Huddersfield Press eBooks","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedagogy; Psychology; Sociology; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196676,0.000655922,0.0005269535,0.000893822,0.007376949,0.004093606,0.001489072,0.00505984,0.06731494],"category_scores_gemma":[0.001560344,0.0005508873,0.00020811,0.001009448,0.001447698,0.005411956,0.002626809,0.005338372,0.02969928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002890037,"about_ca_system_score_gemma":0.006432455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04656878,"about_ca_topic_score_gemma":0.1706201,"domain_scores_codex":[0.9993209,0.0001376353,0.00002204964,0.00008566003,0.0002626735,0.0001711013],"domain_scores_gemma":[0.9987509,0.0001698394,0.00004755574,0.00002589753,0.0003272411,0.0006785024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004900018,0.00001294336,0.0000472503,0.00004248232,5.408049e-7,0.00007871269,0.001168305,0.00001171161,0.00006526607,0.003304073,0.9784769,0.01678688],"study_design_scores_gemma":[0.000001670366,0.000007341267,0.000150117,0.00007556898,7.541885e-7,0.0001090254,0.001199122,0.00000593702,0.00002353731,0.0002909951,0.9981321,0.000003800823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002406519,0.1406348,0.0006697073,0.2563162,0.02846256,0.0001005665,0.0001412941,0.0003566063,0.5709116],"genre_scores_gemma":[0.004070274,0.01315642,0.0003453125,0.02066289,0.0008453545,0.00003392746,0.00003467209,0.00009215097,0.9607589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06731494,"threshold_uncertainty_score":0.2251909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.217280586732898,"score_gpt":0.3371305892873235,"score_spread":0.1198500025544255,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}